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trg-rgb/README.md

Tanmay Gulhane

B.Tech Robotics and Automation · MIT World Peace University, Pune · 2025–2029

Email HuggingFace LFX

About Me

First-year engineering student at MIT-WPU Pune with a focus on embedded systems, computer architecture, and machine learning on constrained hardware. I build things that have to work outside controlled environments.

Currently applying for the LFX Mentorship Summer 2026 program under Kurt Keville (MIT) — porting Community AI/ML and HPC applications to RISC-V.

Highlight

🥇 Gold Medal — First Place, Sci Quest 2025, MIT-WPU Built a TensorFlow/Keras ensemble CNN for groundnut leaf disease detection across 6 classes. Trained, optimised for inference efficiency, and deployed on Hugging Face. Competed against students from all branches and years of the institute.

What I Am Working On

  • RISC-V HPC Porting — cross-compiling numerical methods (Bisection, RK4, LU Decomposition) for RV64GC, verified under QEMU
  • Fixed-Point Arithmetic Library — portable C library for RISC-V cores without an FPU
  • TF Lite on RISC-V — porting ML inference to RISC-V as part of LFX 2026 preparation

Tech Stack

C C++ Python TensorFlow Linux RISC-V

Projects

Project Description Stack
riscv-hpc-port Numerical methods cross-compiled for RV64GC, verified under QEMU C, GCC, QEMU
Pretrained-CNN Gold Medal Sci Quest 2025 — groundnut leaf disease detection TensorFlow, Keras, Streamlit
fixed-point-riscv Portable fixed-point arithmetic for RISC-V without FPU C
rv32i-decoder CLI tool decoding 32-bit RISC-V machine words to assembly Python

MIT World Peace University, Pune · tanmaygulhane12@gmail.com

Pinned Loading

  1. riscv-hpc-port riscv-hpc-port Public

    RISC-V riscv64 HPC porting portfolio: LAMMPS, OpenMM, OpenBLAS, TF Lite, HAL with RVV, plug-and-play .debs, and verify-rvv-port.sh forensic verification tool. LFX Mentorship 2026.

    Shell 1

  2. Pretrained-CNN-with-6-class-image-classification Pretrained-CNN-with-6-class-image-classification Public

    Gold Medal — Sci Quest 2025, MIT-WPU. CNN for groundnut leaf disease detection across 6 classes, deployed on Hugging Face

    Python 1

  3. fixed-point-riscv fixed-point-riscv Public

    Portable fixed-point arithmetic library (16.16 and 32.32) for RISC-V cores without an FPU, written in C

    C 1

  4. rv32i-decoder rv32i-decoder Public

    CLI tool that decodes 32-bit RISC-V machine words into human-readable assembly mnemonics, supports all RV32I base integer instruction formats

    Python 1